Papers

12094 papers

ICML2025

Learning Latent Graph Structures and their Uncertainty

Summary pending...

Graph Structure LearningGraph Neural Networks
ICML2025

Random Feature Representation Boosting

Summary pending...

random featuresgradient boostinggradient representation boosting
ICML2025

Combinatorial Reinforcement Learning with Preference Feedback

Summary pending...

Reinforcement LearningPreference FeedbackMultinomial Logistic Model
ICML2025

Overcoming the Curse of Dimensionality in Reinforcement Learning Through Approximate Factorization

Summary pending...

reinforcement learningsample complexityq-learning
ICML2025

Inverse Bridge Matching Distillation

Summary pending...

Diffusion BridgesBridge MatchingDiffusion Bridges Distillation
ICML2025

Learning curves theory for hierarchically compositional data with power-law distributed features

Summary pending...

Science of Deep LearningScaling lawshierarchical compositionality
ICML2025

Distributed Differentially Private Data Analytics via Secure Sketching

Summary pending...

differntial privacysketchingsecure multiparty computation
ICML2025

VisionTS: Visual Masked Autoencoders Are Free-Lunch Zero-Shot Time Series Forecasters

Summary pending...

time series forecastingfoundation modelstransfer learning
ICML2025

Improved Online Confidence Bounds for Multinomial Logistic Bandits

Summary pending...

BanditMultinomial Logistic BanditConfidence Bound
ICML2025

Joint Learning of Energy-based Models and their Partition Function

Summary pending...

energy-based modelsmaximum likelihood estimationstochastic optimization
ICML2025

How Far Is Video Generation from World Model: A Physical Law Perspective

Summary pending...

video generationdiffusion modelworld model
ICML2025

Orient Anything: Learning Robust Object Orientation Estimation from Rendering 3D Models

Summary pending...

Object poseOrientation
ICML2025

Reducing Variance of Stochastic Optimization for Approximating Nash Equilibria in Normal-Form Games

Summary pending...

Stochastic OptimizationNash EquilibriumNormal-Form Games
ICML2025

MOGIC: Metadata-infused Oracle Guidance for Improved Extreme Classification

Summary pending...

Extreme ClassificationXCXML
ICML2025

The Power of Random Features and the Limits of Distribution-Free Gradient Descent

Summary pending...

gradient descentdistribution-freerandom features
ICML2025

Compositional Condition Question Answering in Tabular Understanding

Summary pending...

Multimodal Large Language Models; Tabular Understanding; Tabular Question Answering
ICML2025

Defending LVLMs Against Vision Attacks Through Partial-Perception Supervision

Summary pending...

large vision language modelssafety and securityvision question answering
ICML2025

Linearization Turns Neural Operators into Function-Valued Gaussian Processes

Summary pending...

Neural OperatorsUncertainty QuantificationBayesian Deep Learning
ICML2025

GLGENN: A Novel Parameter-Light Equivariant Neural Networks Architecture Based on Clifford Geometric Algebras

Summary pending...

equivariant neural networkgeometric deep learninggeometric algebra
ICML2025

Rapid Overfitting of Multi-Pass SGD in Stochastic Convex Optimization

Summary pending...

Stochastic convex optimizationSGDmulti-pass SGD